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Author

Md. Fahim Arefin

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Open access 2026

CHARD: Characteristic-Aware Hierarchical Detection for Bangladesh Road Scenes

Traffic in South Asia is dense, weakly structured, and includes vehicle types such as auto-rickshaws, pedal-powered three-wheelers, and cart vehicles that are absent from standard benchmarks such as COCO, BDD100K, and Waymo. Detection is further challenged by severe class imbalance, where the locally important vehicle...

Mahmudul Hasan, Istiaq Ahmed Fahad, Md. Fahim Arefin et al. · 0 citations
Book Open access Sep 2026

VibeCheck: Assessing the Quality of LLM-Generated Unit Tests: A Multi-agent Empirical Study across Heterogeneous Repositories

VibeCheck provides a reliability-oriented framework for evaluating LLM-generated tests beyond pass/fail outcomes, and shows a clear execution-adequacy gap: generated tests are often runnable but frequently lack strong assertions and meaningful behavioral coverage.

Anika Tabassum, Mushahid Intesum, Md. Fahim Arefin et al. · 0 citations

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